{
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      "1098\n",
      "[]\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "# getting the US3D images\n",
    "import os\n",
    "\n",
    "data_directory_path = '/mnt/storagecube/lamoe/datasets/' # should point to yor data directory\n",
    "\n",
    "JAX_Train_path = data_directory_path + 'US3D/JAX_Train' # path to the JAX_Train directroy\n",
    "JAX_Val_path = data_directory_path + 'US3D/JAX_Val' # path to the JAX_Val directroy\n",
    "\n",
    "def JAX_list_files(startpath):\n",
    "    files_list = []\n",
    "    for root, dirs, files in os.walk(startpath):\n",
    "        #if root.split('/')[-1] == 'Images':\n",
    "        for file in files:\n",
    "                if file.split('_')[-2] == 'RGB':\n",
    "                    if file.split('.')[-1] == 'tif':\n",
    "                        files_list.append(os.path.join(root, file))\n",
    "    return files_list\n",
    "\n",
    "\n",
    "JAX_train_files = JAX_list_files(JAX_Train_path)\n",
    "JAX_val_files = JAX_list_files(JAX_Val_path)\n",
    "\n",
    "print(JAX_train_files)\n",
    "print(len(JAX_train_files))\n",
    "print(JAX_val_files)\n",
    "print(len(JAX_val_files))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq11/Images/000000.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq11/Images/000100.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq11/Images/000200.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq11/Images/000300.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq11/Images/000800.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq11/Images/000400.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq11/Images/000900.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq11/Images/000500.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq11/Images/000600.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq11/Images/000700.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq8/Images/000000.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq8/Images/000100.png', 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'/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq33/Images/000200.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq33/Images/000100.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq33/Images/000000.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq33/Images/000700.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq33/Images/000600.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq33/Images/000500.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq33/Images/000900.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq33/Images/000400.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq33/Images/000800.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq1/Images/000000.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq1/Images/000100.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq1/Images/000200.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq1/Images/000300.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq1/Images/000400.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq1/Images/000800.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq1/Images/000500.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq1/Images/000900.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq1/Images/000600.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq1/Images/000700.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq6/Images/000500.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq6/Images/000900.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq6/Images/000400.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq6/Images/000800.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq6/Images/000700.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq6/Images/000600.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq6/Images/000100.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq6/Images/000000.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq6/Images/000300.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq6/Images/000200.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq34/Images/000300.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq34/Images/000200.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq34/Images/000100.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq34/Images/000000.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq34/Images/000700.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq34/Images/000600.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq34/Images/000900.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq34/Images/000500.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq34/Images/000800.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq34/Images/000400.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq15/Images/000000.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq15/Images/000100.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq15/Images/000200.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq15/Images/000300.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq15/Images/000400.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq15/Images/000800.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq15/Images/000500.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq15/Images/000900.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq15/Images/000600.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq15/Images/000700.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq4/Images/000200.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq4/Images/000300.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq4/Images/000000.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq4/Images/000100.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq4/Images/000600.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq4/Images/000700.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq4/Images/000400.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq4/Images/000800.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq4/Images/000500.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq4/Images/000900.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq31/Images/000900.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq31/Images/000500.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq31/Images/000800.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq31/Images/000400.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq31/Images/000700.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq31/Images/000600.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq31/Images/000100.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq31/Images/000000.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq31/Images/000300.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq31/Images/000200.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq3/Images/000200.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq3/Images/000300.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq3/Images/000000.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq3/Images/000100.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq3/Images/000600.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq3/Images/000700.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq3/Images/000800.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq3/Images/000400.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq3/Images/000900.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq3/Images/000500.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq9/Images/000900.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq9/Images/000500.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq9/Images/000800.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq9/Images/000400.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq9/Images/000700.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq9/Images/000600.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq9/Images/000100.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq9/Images/000000.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq9/Images/000300.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq9/Images/000200.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq10/Images/000800.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq10/Images/000400.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq10/Images/000900.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq10/Images/000500.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq10/Images/000600.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq10/Images/000700.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq10/Images/000000.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq10/Images/000100.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq10/Images/000200.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq10/Images/000300.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq14/Images/000800.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq14/Images/000400.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq14/Images/000900.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq14/Images/000500.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq14/Images/000600.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq14/Images/000700.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq14/Images/000000.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq14/Images/000100.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq14/Images/000200.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq14/Images/000300.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq7/Images/000700.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq7/Images/000600.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq7/Images/000500.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq7/Images/000900.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq7/Images/000400.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq7/Images/000800.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq7/Images/000300.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq7/Images/000200.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq7/Images/000100.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq7/Images/000000.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq35/Images/000400.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq35/Images/000800.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq35/Images/000500.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq35/Images/000900.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq35/Images/000600.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq35/Images/000700.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq35/Images/000000.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq35/Images/000100.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq35/Images/000200.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq35/Images/000300.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq32/Images/000800.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq32/Images/000400.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq32/Images/000900.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq32/Images/000500.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq32/Images/000600.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq32/Images/000700.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq32/Images/000000.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq32/Images/000100.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq32/Images/000200.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq32/Images/000300.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq13/Images/000100.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq13/Images/000000.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq13/Images/000300.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq13/Images/000200.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq13/Images/000900.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq13/Images/000500.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq13/Images/000800.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq13/Images/000400.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq13/Images/000700.png', '/mnt/storagecube/lamoe/datasets/UAVID/uavid_train/seq13/Images/000600.png']\n",
      "200\n",
      "[]\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "# getting the UAVID images\n",
    "import os\n",
    "\n",
    "data_directory_path = '/mnt/storagecube/lamoe/datasets/' # should point to yor data directory\n",
    "\n",
    "UAVID_Train_path = data_directory_path + 'UAVID/uavid_train' # path to the uavid_train directroy\n",
    "UAVID_Val_path = data_directory_path + 'UAVID/uavid_val' # path to the uavid_val directroy\n",
    "\n",
    "\n",
    "def UAVID_list_files(startpath):\n",
    "    files_list = []\n",
    "    for root, dirs, files in os.walk(startpath):\n",
    "        if root.split('/')[-1] == 'Images':\n",
    "            for file in files:\n",
    "                    files_list.append(os.path.join(root, file))\n",
    "    return files_list\n",
    "\n",
    "\n",
    "UAVID_train_files = UAVID_list_files(UAVID_Train_path)\n",
    "UAVID_val_files = UAVID_list_files(UAVID_Val_path)\n",
    "#UAVID_test_files = UAVID_list_files(UAVID_Test_path)\n",
    "\n",
    "print(UAVID_train_files)\n",
    "print(len(UAVID_train_files))\n",
    "print(UAVID_val_files)\n",
    "print(len(UAVID_val_files))\n",
    "#print(len(UAVID_test_files))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_6_10_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_6_14_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_5_13_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_7_8_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_3_11_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_6_8_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_7_12_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_4_15_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_4_11_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_2_13_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_7_13_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_4_14_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_4_10_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_2_12_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_6_11_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_6_15_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_5_12_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_7_9_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_6_9_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_3_10_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_3_14_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_4_12_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_7_11_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_2_10_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_2_14_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_5_14_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_5_10_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_6_13_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_6_7_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_3_12_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_7_7_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_5_15_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_5_11_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_6_12_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_3_13_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_4_13_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_7_10_RGB.tif', '/mnt/storagecube/lamoe/datasets/Potsdam/2_Ortho_RGB/top_potsdam_2_11_RGB.tif']\n",
      "38\n"
     ]
    }
   ],
   "source": [
    "# getting the Potsdam images\n",
    "import os\n",
    "\n",
    "data_directory_path = '/mnt/storagecube/lamoe/datasets/'  # should point to yor data directory\n",
    "\n",
    "Potsdam_path = data_directory_path + 'Potsdam/2_Ortho_RGB' # path to the Potsdam directroy\n",
    "\n",
    "\n",
    "def Potsdam_list_files(startpath):\n",
    "    files_list = []\n",
    "    for root, dirs, files in os.walk(startpath):\n",
    "        #if root.split('/')[-1] == 'Images':\n",
    "        for file in files:\n",
    "                if file.split('.')[-1] == 'tif':\n",
    "                        files_list.append(os.path.join(root, file))\n",
    "    return files_list\n",
    "\n",
    "\n",
    "Potsdam_files = Potsdam_list_files(Potsdam_path)\n",
    "\n",
    "\n",
    "print(Potsdam_files)\n",
    "print(len(Potsdam_files))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# deviding the images from US3D into non-overlapping patches of size 256 x 256\n",
    "\n",
    "from PIL import Image\n",
    "import os\n",
    "\n",
    "def divide_US3D_image(image_path, output_folder):\n",
    "    # Open the image\n",
    "    img = Image.open(image_path)\n",
    "    \n",
    "    # Image size\n",
    "    width, height = img.size\n",
    "    \n",
    "    # Size of each small image\n",
    "    tile_width = 256#512\n",
    "    tile_height = 256#512\n",
    "    \n",
    "    # Calculate the number of tiles in both dimensions\n",
    "    num_tiles_x = width // tile_width\n",
    "    num_tiles_y = height // tile_height\n",
    "    \n",
    "    tile_num = 0\n",
    "\n",
    "    #img_name = image_path.split('/')[-1].split('.')[0]\n",
    "    #image_path = image_path.replace('/Images/','_')\n",
    "    #print(image_path)\n",
    "    img_name = image_path.split('/')[-1].split('.')[0]\n",
    "    print(img_name)\n",
    "\n",
    "    # Loop over the image and save each tile\n",
    "    for i in range(num_tiles_x):\n",
    "        for j in range(num_tiles_y):\n",
    "            left = i * tile_width\n",
    "            upper = j * tile_height\n",
    "            right = left + tile_width\n",
    "            lower = upper + tile_height\n",
    "            \n",
    "            box = (left, upper, right, lower)\n",
    "            tile = img.crop(box)\n",
    "            \n",
    "            \n",
    "            # Save tile\n",
    "            tile.save(f\"{output_folder}/{img_name}_{tile_num}.png\")\n",
    "            tile_num += 1\n",
    "\n",
    "\n",
    "\n",
    "US3D_train_path_256 = data_directory_path + 'US3D/JAX_256_rgb'\n",
    "\n",
    "US3D_val_test_path_256 = data_directory_path + 'US3D/JAX_Val_Test_256_rgb'\n",
    "\n",
    "os.makedirs(US3D_train_path_256,exist_ok=True)\n",
    "os.makedirs(US3D_val_test_path_256,exist_ok=True)\n",
    "\n",
    "for img in JAX_train_files:\n",
    "    divide_US3D_image(img, US3D_train_path_256)\n",
    "\n",
    "for img in JAX_val_files:\n",
    "    divide_US3D_image(img, US3D_val_test_path_256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# deviding the images from UAVid into non-overlapping patches of size 256 x 256 (and restructuring names)\n",
    "import os\n",
    "from PIL import Image\n",
    "\n",
    "def divide_UAVID_image(image_path, output_folder):\n",
    "    # Open the image\n",
    "    img = Image.open(image_path)\n",
    "    \n",
    "    # Image size\n",
    "    width, height = img.size\n",
    "    \n",
    "    # Size of each small image\n",
    "    tile_width = 256#512\n",
    "    tile_height = 256#512\n",
    "    \n",
    "    # Calculate the number of tiles in both dimensions\n",
    "    num_tiles_x = width // tile_width\n",
    "    num_tiles_y = height // tile_height\n",
    "    \n",
    "    tile_num = 0\n",
    "\n",
    "    #img_name = image_path.split('/')[-1].split('.')[0]\n",
    "    image_path = image_path.replace('/Images/','_')\n",
    "    #print(image_path)\n",
    "    img_name = image_path.split('/')[-1].split('.')[0]\n",
    "    print(img_name)\n",
    "\n",
    "    # Loop over the image and save each tile\n",
    "    for i in range(num_tiles_x):\n",
    "        for j in range(num_tiles_y):\n",
    "            left = i * tile_width\n",
    "            upper = j * tile_height\n",
    "            right = left + tile_width\n",
    "            lower = upper + tile_height\n",
    "            \n",
    "            box = (left, upper, right, lower)\n",
    "            tile = img.crop(box)\n",
    "            \n",
    "            \n",
    "            # Save tile\n",
    "            tile.save(f\"{output_folder}/{img_name}_{tile_num}.png\")\n",
    "            tile_num += 1\n",
    "\n",
    "UAVID_train_path_256 = data_directory_path + 'UAVID/UAVID_train_256'\n",
    "\n",
    "UAVID_val_path_256 = data_directory_path + 'US3D/UAVID_val_256'\n",
    "\n",
    "os.makedirs(UAVID_train_path_256,exist_ok=True)\n",
    "os.makedirs(UAVID_val_path_256,exist_ok=True)\n",
    "\n",
    "for img in UAVID_train_files:\n",
    "    divide_UAVID_image(img, UAVID_train_path_256)\n",
    "\n",
    "for img in UAVID_val_files:\n",
    "    divide_UAVID_image(img, UAVID_val_path_256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# deviding the images from Potsdam into non-overlapping patches of size 256 x 256\n",
    "\n",
    "from PIL import Image\n",
    "import os\n",
    "\n",
    "def divide_Potsdam_image(image_path, output_folder):\n",
    "    # Open the image\n",
    "    img = Image.open(image_path)\n",
    "    \n",
    "    # Image size\n",
    "    width, height = img.size\n",
    "    \n",
    "    # Size of each small image\n",
    "    tile_width = 256#512\n",
    "    tile_height = 256#512\n",
    "    \n",
    "    # Calculate the number of tiles in both dimensions\n",
    "    num_tiles_x = width // tile_width\n",
    "    num_tiles_y = height // tile_height\n",
    "    \n",
    "    tile_num = 0\n",
    "\n",
    "    img_name = image_path.split('/')[-1].split('.')[0]\n",
    "    #image_path = image_path.replace('/Images/','_')\n",
    "    #print(image_path)\n",
    "    #img_name = image_path.split('/')[-1].split('.')[0]\n",
    "    print(img_name)\n",
    "\n",
    "    # Loop over the image and save each tile\n",
    "    for i in range(num_tiles_x):\n",
    "        for j in range(num_tiles_y):\n",
    "            left = i * tile_width\n",
    "            upper = j * tile_height\n",
    "            right = left + tile_width\n",
    "            lower = upper + tile_height\n",
    "            \n",
    "            box = (left, upper, right, lower)\n",
    "            tile = img.crop(box)\n",
    "            \n",
    "            \n",
    "            # Save tile\n",
    "            tile.save(f\"{output_folder}/{img_name}_{tile_num}.png\")\n",
    "            tile_num += 1\n",
    "\n",
    "Potsdam_path_256 = data_directory_path + 'Potsdam/Potsdam_256_rgb'\n",
    "os.makedirs(Potsdam_path_256,exist_ok=True)\n",
    "\n",
    "for img in Potsdam_files:\n",
    "    divide_Potsdam_image(img, Potsdam_path_256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Acer_pseudoplatanus_4_149424_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Fagus_sylvatica_6_13315_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Betula_spec._4_324455_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Fagus_sylvatica_5_6234_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Picea_abies_1_120919_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Fagus_sylvatica_5_5426_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Picea_abies_5_164595_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Pinus_sylvestris_5_264490_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Fagus_sylvatica_2_6854_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Picea_abies_6_149653_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Larix_decidua_7_6822_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Fagus_sylvatica_6_6182_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Betula_spec._3_324265_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Fraxinus_excelsior_1_4938_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Fagus_sylvatica_2_6678_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Pinus_sylvestris_3_278888_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Acer_pseudoplatanus_2_6744_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Pinus_sylvestris_6_264593_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Fagus_sylvatica_7_164594_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Pinus_sylvestris_5_264778_BI_NLF.tif', '/mnt/storagecube/lamoe/datasets/TreeSatAI/aerial_60m/Alnus_spec._3_324659_BI_NLF.tif']\n",
      "21\n"
     ]
    }
   ],
   "source": [
    "# getting the TreeSatAI images\n",
    "import os\n",
    "\n",
    "data_directory_path = '/mnt/storagecube/lamoe/datasets/'\n",
    "\n",
    "TreeSatAI_path = data_directory_path + 'TreeSatAI/aerial_60m' # path to the JAX_Train directroy\n",
    "\n",
    "def TreeSatAI_list_files(startpath):\n",
    "    files_list = []\n",
    "    for root, dirs, files in os.walk(startpath):\n",
    "        #if root.split('/')[-1] == 'Images':\n",
    "        for file in files:\n",
    "            if file.split('.')[-1] == 'tif':\n",
    "                files_list.append(os.path.join(root, file))\n",
    "    return files_list\n",
    "\n",
    "\n",
    "TreeSatAI_files = TreeSatAI_list_files(TreeSatAI_path)\n",
    "\n",
    "print(TreeSatAI_files)\n",
    "print(len(TreeSatAI_files))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n",
      "(304, 304, 4)\n"
     ]
    }
   ],
   "source": [
    "# converting the TreeSatAI images to RGB\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "import os\n",
    "\n",
    "def convert_TreeSatAI_image_to_RGB(image_path, output_folder):\n",
    "      img_name = image_path.split('/')[-1].split('.')[0]\n",
    "      image = Image.open(image_path)\n",
    "      np_image = np.array(image)\n",
    "      print(np_image.shape)\n",
    "      np_image = np_image[:,:,[3,1,2]]\n",
    "      image = Image.fromarray(np_image)\n",
    "      image.save(f\"{output_folder}/{img_name}.png\" )\n",
    "\n",
    "\n",
    "TreeSatAI_RGB_path = data_directory_path + 'TreeSatAI/raw_rgb'\n",
    "\n",
    "os.makedirs(TreeSatAI_RGB_path,exist_ok=True)\n",
    "\n",
    "for img in TreeSatAI_files:\n",
    "      convert_TreeSatAI_image_to_RGB(img, TreeSatAI_RGB_path)\n",
    " "
   ]
  }
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